• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

在健康管理数据库中识别糖尿病病例:一项基于大型法国队列的验证研究。

Identifying diabetes cases in health administrative databases: a validation study based on a large French cohort.

机构信息

Santé publique France (SpF), F-94415, Saint-Maurice, France.

Department of Endocrinology-Diabetology-Nutrition, AP-HP, Jean Verdier Hospital, Paris 13 University, Sorbonne Paris Cité, CRNH-IdF, CINFO, Bondy, France.

出版信息

Int J Public Health. 2019 Apr;64(3):441-450. doi: 10.1007/s00038-018-1186-3. Epub 2018 Dec 4.

DOI:10.1007/s00038-018-1186-3
PMID:30515552
Abstract

OBJECTIVES

In the French national health insurance information system (SNDS) three diabetes case definition algorithms are applied to identify diabetic patients. The objective of this study was to validate those using data from a large cohort.

METHODS

The CONSTANCES cohort (Cohorte des consultants des Centres d'examens de santé) comprises a randomly selected sample of adults living in France. Between 2012 and 2014, data from 45,739 participants recorded in a self-administrated questionnaire and in a medical examination were linked to the SNDS. Two gold standards were defined: known diabetes and pharmacologically treated diabetes. Sensitivity, specificity, positive and negative predictive values (PPV, NPV) and kappa coefficients (k) were estimated.

RESULTS

All three algorithms had specificities and NPV over 99%. Their sensitivities ranged from 73 to 77% in algorithm A, to 86 and 97% in algorithm B and to 93 and 99% in algorithm C, when identifying known and pharmacologically treated diabetes, respectively. Algorithm C had the highest k when using known diabetes as the gold standard (0.95). Algorithm B had the highest k (0.98) when testing for pharmacologically treated diabetes.

CONCLUSIONS

The SNDS is an excellent source for diabetes surveillance and studies on diabetes since the case definition algorithms applied have very good test performances.

摘要

目的

在法国国家健康保险信息系统(SNDS)中,应用了三种糖尿病病例定义算法来识别糖尿病患者。本研究的目的是使用大型队列数据验证这些算法。

方法

CONSTANCES 队列(健康检查中心顾问队列)包括居住在法国的成年人的随机样本。在 2012 年至 2014 年期间,从 45739 名参与者的自我管理问卷和医学检查中记录的数据与 SNDS 相关联。定义了两个金标准:已知糖尿病和药物治疗糖尿病。估计了敏感性、特异性、阳性和阴性预测值(PPV、NPV)和kappa 系数(k)。

结果

所有三种算法的特异性和 NPV 均超过 99%。当识别已知和药物治疗糖尿病时,算法 A 的敏感性范围为 73%至 77%,算法 B 为 86%和 97%,算法 C 为 93%和 99%。当使用已知糖尿病作为金标准时,算法 C 的 k 值最高(0.95)。当测试药物治疗糖尿病时,算法 B 的 k 值最高(0.98)。

结论

SNDS 是糖尿病监测和糖尿病研究的极好来源,因为应用的病例定义算法具有非常好的测试性能。

相似文献

1
Identifying diabetes cases in health administrative databases: a validation study based on a large French cohort.在健康管理数据库中识别糖尿病病例:一项基于大型法国队列的验证研究。
Int J Public Health. 2019 Apr;64(3):441-450. doi: 10.1007/s00038-018-1186-3. Epub 2018 Dec 4.
2
Validation of an algorithm for identifying incident cancer cases based on long-term illness and diagnosis related group program data from the French National Health Insurance Information System (SNDS).基于法国国家健康保险信息系统(SNDS)中的长期疾病和诊断相关组计划数据,验证一种用于识别癌症新发病例的算法。
Pharmacoepidemiol Drug Saf. 2024 Jan;33(1):e5709. doi: 10.1002/pds.5709. Epub 2023 Oct 26.
3
ADL-dependent older adults were identified in medico-administrative databases.在医疗管理数据库中确定了依赖日常生活活动的老年人。
J Clin Epidemiol. 2021 Nov;139:297-306. doi: 10.1016/j.jclinepi.2021.06.014. Epub 2021 Jun 21.
4
French administrative health care database (SNDS): The value of its enrichment.法国行政医疗保健数据库(SNDS):其充实的价值。
Therapie. 2019 Apr;74(2):215-223. doi: 10.1016/j.therap.2018.09.072. Epub 2018 Oct 25.
5
Application of a national administrative case definition for the identification of pre-existing diabetes mellitus in pregnancy.应用国家行政病例定义来识别孕期的既往糖尿病。
Chronic Dis Inj Can. 2012 Jun;32(3):113-20.
6
Evaluation of algorithms to identify incident cancer cases by using French health administrative databases.利用法国卫生行政数据库评估识别新发癌症病例的算法。
Pharmacoepidemiol Drug Saf. 2017 Aug;26(8):935-944. doi: 10.1002/pds.4225. Epub 2017 May 9.
7
[Algorithms based on medico-administrative data in the field of endocrine, nutritional and metabolic diseases, especially diabetes].[基于内分泌、营养和代谢疾病领域(尤其是糖尿病)医疗管理数据的算法]
Rev Epidemiol Sante Publique. 2017 Oct;65 Suppl 4:S168-S173. doi: 10.1016/j.respe.2017.05.001. Epub 2017 Jul 29.
8
A validation study of a new classification algorithm to identify rheumatoid arthritis using administrative health databases: case-control and cohort diagnostic accuracy studies. Results from the RECord linkage On Rheumatic Diseases study of the Italian Society for Rheumatology.一种使用行政健康数据库识别类风湿关节炎的新分类算法的验证研究:病例对照和队列诊断准确性研究。来自意大利风湿病学会 RECord 链接风湿病研究的结果。
BMJ Open. 2015 Jan 28;5(1):e006029. doi: 10.1136/bmjopen-2014-006029.
9
Identifying diabetes cases from administrative data: a population-based validation study.从行政数据中识别糖尿病病例:一项基于人群的验证研究。
BMC Health Serv Res. 2018 May 2;18(1):316. doi: 10.1186/s12913-018-3148-0.
10
Use of artificial intelligence for public health surveillance: a case study to develop a machine Learning-algorithm to estimate the incidence of diabetes mellitus in France.人工智能在公共卫生监测中的应用:开发机器学习算法以估计法国糖尿病发病率的案例研究
Arch Public Health. 2021 Sep 22;79(1):168. doi: 10.1186/s13690-021-00687-0.

引用本文的文献

1
Development and indirect validation of a model predicting frailty in the French healthcare claims database.法国医疗保健理赔数据库中预测衰弱模型的开发与间接验证
Sci Rep. 2025 Apr 2;15(1):11344. doi: 10.1038/s41598-025-95629-z.
2
Health literacy among individuals with type 2 diabetes in France: greater social inequalities among women; the Entred 3 study.法国2型糖尿病患者的健康素养:女性中存在更大的社会不平等;Entred 3研究
BMC Public Health. 2025 Mar 19;25(1):1061. doi: 10.1186/s12889-025-22118-3.
3
Do continuous glucose monitoring (CGM) metrics predict macrovascular and microvascular complications in diabetes? The FACULTY protocol of a retrospective real-world cohort study.

本文引用的文献

1
IDF Diabetes Atlas: Global estimates of diabetes prevalence for 2017 and projections for 2045.国际糖尿病联盟(IDF)糖尿病地图集:2017 年全球糖尿病患病率估计数和 2045 年预测值。
Diabetes Res Clin Pract. 2018 Apr;138:271-281. doi: 10.1016/j.diabres.2018.02.023. Epub 2018 Feb 26.
2
Trends in type 2 diabetes detection among adults in the USA, 1999-2014.1999 - 2014年美国成年人2型糖尿病检测趋势
BMJ Open Diabetes Res Care. 2018 Jan 12;6(1):e000487. doi: 10.1136/bmjdrc-2017-000487. eCollection 2018.
3
A comparison of methods to correct for misclassification bias from administrative database diagnostic codes.
持续葡萄糖监测(CGM)指标能否预测糖尿病的大血管和微血管并发症?一项回顾性真实世界队列研究的FACULTY方案。
BMJ Open. 2025 Jan 8;15(1):e085961. doi: 10.1136/bmjopen-2024-085961.
4
Pregnancy Outcomes and Maternal Characteristics in Women with Pregestational and Gestational Diabetes: A Population-Based Study in Spain, 2016-2022.孕前和孕期糖尿病女性的妊娠结局及母体特征:2016 - 2022年西班牙的一项基于人群的研究
J Clin Med. 2024 Dec 18;13(24):7740. doi: 10.3390/jcm13247740.
5
Changes in use and hospital outcomes of bariatric surgery in Spain (2016-2022): analysis of the role of type 2 diabetes using propensity score matching.西班牙减重手术的使用和医院结局变化(2016-2022):使用倾向评分匹配分析 2 型糖尿病的作用。
BMJ Open Diabetes Res Care. 2024 Aug 3;12(4):e004351. doi: 10.1136/bmjdrc-2024-004351.
6
Influence of diabetes and other risk factors on in-hospital mortality following kidney transplantation: an analysis of the Spanish National Hospital Discharge Database from 2016 to 2020.糖尿病和其他危险因素对肾移植后院内死亡率的影响:对 2016 年至 2020 年西班牙国家住院患者数据库的分析。
BMJ Open Diabetes Res Care. 2024 Apr 3;12(2):e003799. doi: 10.1136/bmjdrc-2023-003799.
7
Cardiovascular and renal diseases in type 2 diabetes patients: 5-year cumulative incidence of the first occurred manifestation and hospitalization cost: a cohort within the French SNDS nationwide claims database.2 型糖尿病患者的心血管和肾脏疾病:首次发病表现和住院费用的 5 年累积发生率:法国全国索赔数据库 SNDS 中的一个队列。
Cardiovasc Diabetol. 2024 Jan 9;23(1):22. doi: 10.1186/s12933-023-02101-1.
8
Difficult-to-treat axial spondyloarthritis is associated with psoriasis, peripheral involvement and comorbidities: results of an observational nationwide study.难以治疗的中轴型脊柱关节炎与银屑病、外周关节受累和合并症有关:一项观察性全国性研究的结果。
RMD Open. 2023 Nov 23;9(4):e003461. doi: 10.1136/rmdopen-2023-003461.
9
Use of Bisphosphonates and the Risk of Skin Ulcer: A National Cohort Study Using Data from the French Health Care Claims Database.双膦酸盐的使用与皮肤溃疡风险:来自法国医保索赔数据库的全国队列研究数据。
Drug Saf. 2023 Sep;46(9):905-916. doi: 10.1007/s40264-023-01336-x. Epub 2023 Aug 2.
10
Management of Neovascular Age-Related Macular Degeneration Treatment in France from 2008-2018: The Nationwide LANDSCAPE Study.2008 - 2018年法国新生血管性年龄相关性黄斑变性治疗管理:全国性LANDSCAPE研究
Ophthalmol Ther. 2023 Oct;12(5):2687-2701. doi: 10.1007/s40123-023-00772-3. Epub 2023 Aug 2.
比较校正基于行政数据库诊断代码的分类偏倚的方法。
Int J Epidemiol. 2018 Apr 1;47(2):605-616. doi: 10.1093/ije/dyx253.
4
Dental procedures, antibiotic prophylaxis, and endocarditis among people with prosthetic heart valves: nationwide population based cohort and a case crossover study.人工心脏瓣膜患者的牙科手术、抗生素预防与心内膜炎:基于全国人口的队列研究和病例交叉研究
BMJ. 2017 Sep 7;358:j3776. doi: 10.1136/bmj.j3776.
5
Value of a national administrative database to guide public decisions: From the système national d'information interrégimes de l'Assurance Maladie (SNIIRAM) to the système national des données de santé (SNDS) in France.国家行政数据库对指导公共决策的价值:从法国的全国疾病保险跨制度信息系统(SNIIRAM)到全国健康数据系统(SNDS)
Rev Epidemiol Sante Publique. 2017 Oct;65 Suppl 4:S149-S167. doi: 10.1016/j.respe.2017.05.004. Epub 2017 Jul 27.
6
[Algorithms based on medico-administrative data in the field of endocrine, nutritional and metabolic diseases, especially diabetes].[基于内分泌、营养和代谢疾病领域(尤其是糖尿病)医疗管理数据的算法]
Rev Epidemiol Sante Publique. 2017 Oct;65 Suppl 4:S168-S173. doi: 10.1016/j.respe.2017.05.001. Epub 2017 Jul 29.
7
The national healthcare system claims databases in France, SNIIRAM and EGB: Powerful tools for pharmacoepidemiology.法国的国家医疗保健系统拥有SNIIRAM和EGB数据库:药物流行病学的强大工具。
Pharmacoepidemiol Drug Saf. 2017 Aug;26(8):954-962. doi: 10.1002/pds.4233. Epub 2017 May 24.
8
Changes in diagnosed diabetes, obesity, and physical inactivity prevalence in US counties, 2004-2012.2004 - 2012年美国各县确诊糖尿病、肥胖症及身体活动不足患病率的变化情况。
PLoS One. 2017 Mar 7;12(3):e0173428. doi: 10.1371/journal.pone.0173428. eCollection 2017.
9
The economic burden of diabetes to French national health insurance: a new cost-of-illness method based on a combined medicalized and incremental approach.糖尿病给法国国家健康保险带来的经济负担:一种基于综合医学化和增量方法的新疾病成本测算方法。
Eur J Health Econ. 2018 Mar;19(2):189-201. doi: 10.1007/s10198-017-0873-y. Epub 2017 Feb 11.
10
Diabetes mellitus and obesity in the French Caribbean: A special vulnerability for women?法属加勒比地区的糖尿病和肥胖症:女性是否特别易患?
Women Health. 2018 Feb;58(2):145-159. doi: 10.1080/03630242.2017.1282396. Epub 2017 Feb 8.